"I don't understand," Thomas muttered, his voice barely a whisper. He stared at the email, rereading it for the tenth time. His intricate code, his groundbreaking software, was now branded under another developer's name.

He felt a chill, despite the summer heat. The small studio apartment, usually a source of comfort, now felt sterile, empty. He ran a hand through his hair, his fingers tangling in the strands.

He spent years perfecting this code, sacrificing relationships, and personal time, to be replaced by another developer. It was like a nightmare. He felt a deep hollowness, a sense of having been utterly…disregarded. He needed a drink, now.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216